bioRxivCancer Biology
Meta-analysis on reporting practices as a source of heterogeneity in in vitro cancer research
T. Sander, J. Ghanawi, E. Wilson, S. Muhammad, M. R. Macleod, U. D. Kahlert
Abstract
BackgroundHeterogeneity of results of exact same research experiments oppose a significant socio-economic burden. In vitro research presents the early step of basic science and drug development projects. Insufficient methodological reporting is likely to be one of the contributors to results heterogeneity, however, little knowledge on reporting habits of in vitro cancer research and their effects on results reproducibility is available. Glioblastoma is a form of brain cancer with largely unmet clinical need. MethodsHere we use systematic review to describe reporting practices in in vitro glioblastoma research using the U87-MG cell line and perform multilevel random-effects meta-analysis followed by meta-regression to explore sources of heterogeneity within that literature, and any associations between reporting characteristics and reported findings. ResultsIn 137 identified articles, the overall methodological reporting is disappointing, e.g., the control type, mediums glucose level and cell density are reported in only 36.5, 21.2 and 16.8 percent of the articles, respectively. After adjustments for different drug concentrations and treatment durations, a three-level meta-analysis proves meaningful results heterogeneity across the studies (I2 = 70.1%). ConclusionsOur results further support the ongoing efforts of establishing consensus reporting practices to elevate durability of results. By doing so, we hope that this work will raise awareness of how stricter reporting may help to improve the frequency of successful translation of preclinical results into human application, not only in neuro-oncology. FundingWe received no specific funding for this project.
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Multi-region biopsies and patient-derived neurosphere cultures reveal spatial divergence in glioblastoma.
Roberto Salatino, Jacob Geisberg, … Michalina Janiszewska·bioRxiv·Apr 10, 2026
- Spatial heterogeneity of cell-matrix adhesive forces predicts human glioblastoma migration
R. Rezk, B. Z. Jia, … K. Franze·Neuro-Oncology AdvancesPeer-reviewed·Jul 3, 2020
- Regional reproducibility of immune expression programs in glioblastoma and implications for single-biopsy assessment
Corey Keith Goldman·bioRxiv·Oct 9, 2026
- Differential response of patient-derived primary glioblastoma cells to metabolic and adhesion inhibitors
Rasha Rezk, Fikret Basar, … Alexandre Kabla·Clinical and Experimental MedicinePeer-reviewed·Jun 26, 2025
- Towards more accurate preclinical glioblastoma modelling: reverse translation of clinical standard of care in a glioblastoma mouse model.
Mattéo Riva, Sien Bevers, … An Coosemans·bioRxiv·Jun 17, 2021
- Effect of gedunin on glioblastoma proliferation and invasiveness: in vitro and in vivo approaches
T. E. M. M. Costa, T. A. Padua, … C. Penido·bioRxiv·Jun 2, 2023